Overview
Brought to you by YData
Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 25000 |
| Missing cells | 3752 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.9 MiB |
| Average record size in memory | 792.1 B |
Variable types
| Numeric | 20 |
|---|---|
| DateTime | 2 |
| Categorical | 15 |
attrited is highly overall correlated with exit_interview_scheduled and 1 other fields | High correlation |
base_salary is highly overall correlated with is_manager and 2 other fields | High correlation |
department is highly overall correlated with role | High correlation |
exit_interview_scheduled is highly overall correlated with attrited and 1 other fields | High correlation |
is_manager is highly overall correlated with base_salary and 3 other fields | High correlation |
level is highly overall correlated with is_manager | High correlation |
months_since_hire is highly overall correlated with tenure_years | High correlation |
offboarding_ticket_created is highly overall correlated with attrited and 1 other fields | High correlation |
role is highly overall correlated with department | High correlation |
salary_band is highly overall correlated with base_salary and 1 other fields | High correlation |
stock_grants is highly overall correlated with base_salary and 1 other fields | High correlation |
tenure_years is highly overall correlated with months_since_hire | High correlation |
night_shift is highly imbalanced (52.3%) | Imbalance |
engagement_score has 1966 (7.9%) missing values | Missing |
manager_quality has 1786 (7.1%) missing values | Missing |
employee_id is uniformly distributed | Uniform |
salary_band is uniformly distributed | Uniform |
employee_id has unique values | Unique |
commute_km has 8772 (35.1%) zeros | Zeros |
internal_moves_last_2y has 19454 (77.8%) zeros | Zeros |
stock_grants has 17002 (68.0%) zeros | Zeros |
sick_days has 312 (1.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-20 05:16:29.267545 |
|---|---|
| Analysis finished | 2025-08-20 05:17:07.647208 |
| Duration | 38.38 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
employee_id
Real number (ℝ)
Uniform  Unique 
| Distinct | 25000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112499.5 |
| Minimum | 100000 |
|---|---|
| Maximum | 124999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 100000 |
|---|---|
| 5-th percentile | 101249.95 |
| Q1 | 106249.75 |
| median | 112499.5 |
| Q3 | 118749.25 |
| 95-th percentile | 123749.05 |
| Maximum | 124999 |
| Range | 24999 |
| Interquartile range (IQR) | 12499.5 |
Descriptive statistics
| Standard deviation | 7217.0227 |
|---|---|
| Coefficient of variation (CV) | 0.064151598 |
| Kurtosis | -1.2 |
| Mean | 112499.5 |
| Median Absolute Deviation (MAD) | 6250 |
| Skewness | 0 |
| Sum | 2.8124875 × 109 |
| Variance | 52085417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 121752 | 1 | < 0.1% |
| 102685 | 1 | < 0.1% |
| 100422 | 1 | < 0.1% |
| 102439 | 1 | < 0.1% |
| 105626 | 1 | < 0.1% |
| 115177 | 1 | < 0.1% |
| 115842 | 1 | < 0.1% |
| 119502 | 1 | < 0.1% |
| 111539 | 1 | < 0.1% |
| 101860 | 1 | < 0.1% |
| Other values (24990) | 24990 |
| Value | Count | Frequency (%) |
| 100000 | 1 | |
| 100001 | 1 | |
| 100002 | 1 | |
| 100003 | 1 | |
| 100004 | 1 | |
| 100005 | 1 | |
| 100006 | 1 | |
| 100007 | 1 | |
| 100008 | 1 | |
| 100009 | 1 |
| Value | Count | Frequency (%) |
| 124999 | 1 | |
| 124998 | 1 | |
| 124997 | 1 | |
| 124996 | 1 | |
| 124995 | 1 | |
| 124994 | 1 | |
| 124993 | 1 | |
| 124992 | 1 | |
| 124991 | 1 | |
| 124990 | 1 |
snapshot_date
Date
| Distinct | 1826 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Minimum | 2020-01-01 00:00:00 |
|---|---|
| Maximum | 2024-12-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
hire_date
Date
| Distinct | 3646 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Minimum | 2010-01-03 00:00:00 |
|---|---|
| Maximum | 2020-01-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
region
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| AMER | |
|---|---|
| EMEA | |
| APAC |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AMER |
|---|---|
| 2nd row | APAC |
| 3rd row | EMEA |
| 4th row | AMER |
| 5th row | APAC |
Common Values
| Value | Count | Frequency (%) |
| AMER | 10032 | |
| EMEA | 8555 | |
| APAC | 6413 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| amer | 10032 | |
| emea | 8555 | |
| apac | 6413 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 31413 | |
| E | 27142 | |
| M | 18587 | |
| R | 10032 | 10.0% |
| P | 6413 | 6.4% |
| C | 6413 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 31413 | |
| E | 27142 | |
| M | 18587 | |
| R | 10032 | 10.0% |
| P | 6413 | 6.4% |
| C | 6413 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 31413 | |
| E | 27142 | |
| M | 18587 | |
| R | 10032 | 10.0% |
| P | 6413 | 6.4% |
| C | 6413 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 31413 | |
| E | 27142 | |
| M | 18587 | |
| R | 10032 | 10.0% |
| P | 6413 | 6.4% |
| C | 6413 | 6.4% |
department
Categorical
High correlation 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| Engineering | |
|---|---|
| Sales | |
| Customer Success | |
| Finance | |
| Marketing | |
| Other values (3) |
Length
| Max length | 16 |
|---|---|
| Median length | 10 |
| Mean length | 9.19164 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Engineering |
| 3rd row | Sales |
| 4th row | Engineering |
| 5th row | HR |
Common Values
| Value | Count | Frequency (%) |
| Engineering | 7060 | |
| Sales | 4435 | |
| Customer Success | 3483 | |
| Finance | 2522 | 10.1% |
| Marketing | 2505 | 10.0% |
| Operations | 2063 | 8.3% |
| Product | 1507 | 6.0% |
| HR | 1425 | 5.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| engineering | 7060 | |
| sales | 4435 | |
| customer | 3483 | |
| success | 3483 | |
| finance | 2522 | 8.9% |
| marketing | 2505 | 8.8% |
| operations | 2063 | 7.2% |
| product | 1507 | 5.3% |
| hr | 1425 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 32611 | |
| n | 30792 | |
| i | 21210 | 9.2% |
| s | 16947 | 7.4% |
| g | 16625 | 7.2% |
| r | 16618 | 7.2% |
| a | 11525 | 5.0% |
| c | 10995 | 4.8% |
| t | 9558 | 4.2% |
| u | 8473 | 3.7% |
| Other values (16) | 54437 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 229791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 32611 | |
| n | 30792 | |
| i | 21210 | 9.2% |
| s | 16947 | 7.4% |
| g | 16625 | 7.2% |
| r | 16618 | 7.2% |
| a | 11525 | 5.0% |
| c | 10995 | 4.8% |
| t | 9558 | 4.2% |
| u | 8473 | 3.7% |
| Other values (16) | 54437 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 229791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 32611 | |
| n | 30792 | |
| i | 21210 | 9.2% |
| s | 16947 | 7.4% |
| g | 16625 | 7.2% |
| r | 16618 | 7.2% |
| a | 11525 | 5.0% |
| c | 10995 | 4.8% |
| t | 9558 | 4.2% |
| u | 8473 | 3.7% |
| Other values (16) | 54437 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 229791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 32611 | |
| n | 30792 | |
| i | 21210 | 9.2% |
| s | 16947 | 7.4% |
| g | 16625 | 7.2% |
| r | 16618 | 7.2% |
| a | 11525 | 5.0% |
| c | 10995 | 4.8% |
| t | 9558 | 4.2% |
| u | 8473 | 3.7% |
| Other values (16) | 54437 |
role
Categorical
High correlation 
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| SWE II | 1231 |
|---|---|
| SWE I | 1213 |
| Data Engineer | 1189 |
| Support Rep | 1180 |
| CSM | 1169 |
| Other values (29) |
Length
| Max length | 15 |
|---|---|
| Median length | 11 |
| Mean length | 8.65908 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales Manager |
|---|---|
| 2nd row | SWE II |
| 3rd row | AE |
| 4th row | ML Engineer |
| 5th row | HRBP |
Common Values
| Value | Count | Frequency (%) |
| SWE II | 1231 | 4.9% |
| SWE I | 1213 | 4.9% |
| Data Engineer | 1189 | 4.8% |
| Support Rep | 1180 | 4.7% |
| CSM | 1169 | 4.7% |
| Eng Manager | 1154 | 4.6% |
| Senior SWE | 1142 | 4.6% |
| Support Manager | 1134 | 4.5% |
| Sales Manager | 1131 | 4.5% |
| ML Engineer | 1131 | 4.5% |
| Other values (24) | 13326 |
Length
| Value | Count | Frequency (%) |
| manager | 4758 | 11.4% |
| ops | 3930 | 9.4% |
| swe | 3586 | 8.6% |
| engineer | 2320 | 5.5% |
| support | 2314 | 5.5% |
| sales | 2231 | 5.3% |
| analyst | 1270 | 3.0% |
| ii | 1231 | 2.9% |
| i | 1213 | 2.9% |
| data | 1189 | 2.8% |
| Other values (28) | 17818 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 19835 | 9.2% |
| a | 19376 | 9.0% |
| n | 17512 | 8.1% |
| 16860 | 7.8% | |
| r | 14255 | 6.6% |
| S | 12007 | 5.5% |
| p | 10103 | 4.7% |
| g | 9003 | 4.2% |
| M | 8991 | 4.2% |
| E | 8591 | 4.0% |
| Other values (28) | 79944 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 216477 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 19835 | 9.2% |
| a | 19376 | 9.0% |
| n | 17512 | 8.1% |
| 16860 | 7.8% | |
| r | 14255 | 6.6% |
| S | 12007 | 5.5% |
| p | 10103 | 4.7% |
| g | 9003 | 4.2% |
| M | 8991 | 4.2% |
| E | 8591 | 4.0% |
| Other values (28) | 79944 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 216477 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 19835 | 9.2% |
| a | 19376 | 9.0% |
| n | 17512 | 8.1% |
| 16860 | 7.8% | |
| r | 14255 | 6.6% |
| S | 12007 | 5.5% |
| p | 10103 | 4.7% |
| g | 9003 | 4.2% |
| M | 8991 | 4.2% |
| E | 8591 | 4.0% |
| Other values (28) | 79944 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 216477 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 19835 | 9.2% |
| a | 19376 | 9.0% |
| n | 17512 | 8.1% |
| 16860 | 7.8% | |
| r | 14255 | 6.6% |
| S | 12007 | 5.5% |
| p | 10103 | 4.7% |
| g | 9003 | 4.2% |
| M | 8991 | 4.2% |
| E | 8591 | 4.0% |
| Other values (28) | 79944 |
level
Categorical
High correlation 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| IC2 | |
|---|---|
| IC3 | |
| IC1 | |
| Manager | |
| IC4 | |
| Other values (2) |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.75424 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | IC3 |
|---|---|
| 2nd row | Manager |
| 3rd row | IC2 |
| 4th row | IC4 |
| 5th row | IC3 |
Common Values
| Value | Count | Frequency (%) |
| IC2 | 6769 | |
| IC3 | 5663 | |
| IC1 | 4570 | |
| Manager | 3015 | |
| IC4 | 3001 | |
| Director | 1463 | 5.9% |
| VP | 519 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ic2 | 6769 | |
| ic3 | 5663 | |
| ic1 | 4570 | |
| manager | 3015 | |
| ic4 | 3001 | |
| director | 1463 | 5.9% |
| vp | 519 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 20003 | |
| C | 20003 | |
| 2 | 6769 | 7.2% |
| a | 6030 | 6.4% |
| r | 5941 | 6.3% |
| 3 | 5663 | 6.0% |
| 1 | 4570 | 4.9% |
| e | 4478 | 4.8% |
| g | 3015 | 3.2% |
| n | 3015 | 3.2% |
| Other values (9) | 14369 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 93856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 20003 | |
| C | 20003 | |
| 2 | 6769 | 7.2% |
| a | 6030 | 6.4% |
| r | 5941 | 6.3% |
| 3 | 5663 | 6.0% |
| 1 | 4570 | 4.9% |
| e | 4478 | 4.8% |
| g | 3015 | 3.2% |
| n | 3015 | 3.2% |
| Other values (9) | 14369 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 93856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 20003 | |
| C | 20003 | |
| 2 | 6769 | 7.2% |
| a | 6030 | 6.4% |
| r | 5941 | 6.3% |
| 3 | 5663 | 6.0% |
| 1 | 4570 | 4.9% |
| e | 4478 | 4.8% |
| g | 3015 | 3.2% |
| n | 3015 | 3.2% |
| Other values (9) | 14369 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 93856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 20003 | |
| C | 20003 | |
| 2 | 6769 | 7.2% |
| a | 6030 | 6.4% |
| r | 5941 | 6.3% |
| 3 | 5663 | 6.0% |
| 1 | 4570 | 4.9% |
| e | 4478 | 4.8% |
| g | 3015 | 3.2% |
| n | 3015 | 3.2% |
| Other values (9) | 14369 |
is_manager
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20003 | |
| 1 | 4997 | 20.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20003 | |
| 1 | 4997 | 20.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20003 | |
| 1 | 4997 | 20.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20003 | |
| 1 | 4997 | 20.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20003 | |
| 1 | 4997 | 20.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20003 | |
| 1 | 4997 | 20.0% |
age
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.99396 |
| Minimum | 18 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 29 |
| median | 34 |
| Q3 | 39 |
| 95-th percentile | 46 |
| Maximum | 64 |
| Range | 46 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.3444619 |
|---|---|
| Coefficient of variation (CV) | 0.21605197 |
| Kurtosis | -0.20767657 |
| Mean | 33.99396 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.088059903 |
| Sum | 849849 |
| Variance | 53.941121 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 1361 | 5.4% |
| 35 | 1348 | 5.4% |
| 32 | 1319 | 5.3% |
| 36 | 1313 | 5.3% |
| 33 | 1312 | 5.2% |
| 31 | 1252 | 5.0% |
| 37 | 1200 | 4.8% |
| 30 | 1140 | 4.6% |
| 29 | 1121 | 4.5% |
| 38 | 1081 | 4.3% |
| Other values (37) | 12553 |
| Value | Count | Frequency (%) |
| 18 | 493 | |
| 19 | 170 | 0.7% |
| 20 | 246 | 1.0% |
| 21 | 295 | 1.2% |
| 22 | 369 | |
| 23 | 434 | |
| 24 | 527 | |
| 25 | 639 | |
| 26 | 788 | |
| 27 | 819 |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 4 | < 0.1% |
| 60 | 1 | < 0.1% |
| 59 | 3 | < 0.1% |
| 58 | 9 | |
| 57 | 9 | |
| 56 | 16 | |
| 55 | 22 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| M | |
|---|---|
| F | |
| Other/Undisclosed | 691 |
Length
| Max length | 17 |
|---|---|
| Median length | 1 |
| Mean length | 1.44224 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | M |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| M | 13017 | |
| F | 11292 | |
| Other/Undisclosed | 691 | 2.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 13017 | |
| f | 11292 | |
| other/undisclosed | 691 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 13017 | |
| F | 11292 | |
| e | 1382 | 3.8% |
| d | 1382 | 3.8% |
| s | 1382 | 3.8% |
| O | 691 | 1.9% |
| t | 691 | 1.9% |
| h | 691 | 1.9% |
| r | 691 | 1.9% |
| / | 691 | 1.9% |
| Other values (6) | 4146 | 11.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 36056 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 13017 | |
| F | 11292 | |
| e | 1382 | 3.8% |
| d | 1382 | 3.8% |
| s | 1382 | 3.8% |
| O | 691 | 1.9% |
| t | 691 | 1.9% |
| h | 691 | 1.9% |
| r | 691 | 1.9% |
| / | 691 | 1.9% |
| Other values (6) | 4146 | 11.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 36056 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 13017 | |
| F | 11292 | |
| e | 1382 | 3.8% |
| d | 1382 | 3.8% |
| s | 1382 | 3.8% |
| O | 691 | 1.9% |
| t | 691 | 1.9% |
| h | 691 | 1.9% |
| r | 691 | 1.9% |
| / | 691 | 1.9% |
| Other values (6) | 4146 | 11.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 36056 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 13017 | |
| F | 11292 | |
| e | 1382 | 3.8% |
| d | 1382 | 3.8% |
| s | 1382 | 3.8% |
| O | 691 | 1.9% |
| t | 691 | 1.9% |
| h | 691 | 1.9% |
| r | 691 | 1.9% |
| / | 691 | 1.9% |
| Other values (6) | 4146 | 11.5% |
remote_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| Hybrid | |
|---|---|
| Remote | |
| Onsite |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Hybrid |
|---|---|
| 2nd row | Hybrid |
| 3rd row | Onsite |
| 4th row | Remote |
| 5th row | Onsite |
Common Values
| Value | Count | Frequency (%) |
| Hybrid | 11211 | |
| Remote | 8769 | |
| Onsite | 5020 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| hybrid | 11211 | |
| remote | 8769 | |
| onsite | 5020 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 22558 | |
| i | 16231 | |
| t | 13789 | |
| H | 11211 | |
| y | 11211 | |
| b | 11211 | |
| r | 11211 | |
| d | 11211 | |
| R | 8769 | 5.8% |
| m | 8769 | 5.8% |
| Other values (4) | 23829 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 150000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 22558 | |
| i | 16231 | |
| t | 13789 | |
| H | 11211 | |
| y | 11211 | |
| b | 11211 | |
| r | 11211 | |
| d | 11211 | |
| R | 8769 | 5.8% |
| m | 8769 | 5.8% |
| Other values (4) | 23829 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 150000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 22558 | |
| i | 16231 | |
| t | 13789 | |
| H | 11211 | |
| y | 11211 | |
| b | 11211 | |
| r | 11211 | |
| d | 11211 | |
| R | 8769 | 5.8% |
| m | 8769 | 5.8% |
| Other values (4) | 23829 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 150000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 22558 | |
| i | 16231 | |
| t | 13789 | |
| H | 11211 | |
| y | 11211 | |
| b | 11211 | |
| r | 11211 | |
| d | 11211 | |
| R | 8769 | 5.8% |
| m | 8769 | 5.8% |
| Other values (4) | 23829 |
commute_km
Real number (ℝ)
Zeros 
| Distinct | 496 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.752276 |
| Minimum | 0 |
|---|---|
| Maximum | 72.8 |
| Zeros | 8772 |
| Zeros (%) | 35.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5.5 |
| Q3 | 12.4 |
| 95-th percentile | 25 |
| Maximum | 72.8 |
| Range | 72.8 |
| Interquartile range (IQR) | 12.4 |
Descriptive statistics
| Standard deviation | 8.8430181 |
|---|---|
| Coefficient of variation (CV) | 1.1406996 |
| Kurtosis | 2.7375242 |
| Mean | 7.752276 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 1.4610987 |
| Sum | 193806.9 |
| Variance | 78.198968 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8772 | |
| 5.3 | 119 | 0.5% |
| 8.1 | 116 | 0.5% |
| 7.2 | 115 | 0.5% |
| 8.8 | 115 | 0.5% |
| 8.3 | 114 | 0.5% |
| 4.9 | 112 | 0.4% |
| 5 | 112 | 0.4% |
| 5.6 | 111 | 0.4% |
| 4.4 | 110 | 0.4% |
| Other values (486) | 15204 |
| Value | Count | Frequency (%) |
| 0 | 8772 | |
| 0.1 | 1 | < 0.1% |
| 0.2 | 10 | < 0.1% |
| 0.3 | 13 | 0.1% |
| 0.4 | 12 | < 0.1% |
| 0.5 | 25 | 0.1% |
| 0.6 | 35 | 0.1% |
| 0.7 | 24 | 0.1% |
| 0.8 | 21 | 0.1% |
| 0.9 | 32 | 0.1% |
| Value | Count | Frequency (%) |
| 72.8 | 1 | |
| 72.6 | 1 | |
| 69.2 | 1 | |
| 65.6 | 1 | |
| 65.4 | 1 | |
| 64.9 | 1 | |
| 61 | 1 | |
| 60.9 | 1 | |
| 60.3 | 1 | |
| 58.5 | 1 |
tenure_years
Real number (ℝ)
High correlation 
| Distinct | 1460 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4997008 |
| Minimum | 0.06 |
|---|---|
| Maximum | 14.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.06 |
|---|---|
| 5-th percentile | 2.24 |
| Q1 | 4.99 |
| median | 7.53 |
| Q3 | 10 |
| 95-th percentile | 12.69 |
| Maximum | 14.94 |
| Range | 14.88 |
| Interquartile range (IQR) | 5.01 |
Descriptive statistics
| Standard deviation | 3.2250834 |
|---|---|
| Coefficient of variation (CV) | 0.43002827 |
| Kurtosis | -0.82547659 |
| Mean | 7.4997008 |
| Median Absolute Deviation (MAD) | 2.505 |
| Skewness | -0.010356751 |
| Sum | 187492.52 |
| Variance | 10.401163 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.84 | 43 | 0.2% |
| 7.16 | 42 | 0.2% |
| 5.28 | 40 | 0.2% |
| 9.14 | 40 | 0.2% |
| 9.6 | 40 | 0.2% |
| 5.75 | 39 | 0.2% |
| 9.34 | 39 | 0.2% |
| 6.87 | 38 | 0.2% |
| 5.97 | 38 | 0.2% |
| 9.28 | 38 | 0.2% |
| Other values (1450) | 24603 |
| Value | Count | Frequency (%) |
| 0.06 | 1 | |
| 0.09 | 1 | |
| 0.1 | 2 | |
| 0.12 | 1 | |
| 0.13 | 1 | |
| 0.14 | 1 | |
| 0.15 | 1 | |
| 0.16 | 2 | |
| 0.19 | 1 | |
| 0.21 | 2 |
| Value | Count | Frequency (%) |
| 14.94 | 2 | |
| 14.92 | 1 | |
| 14.89 | 1 | |
| 14.88 | 1 | |
| 14.86 | 1 | |
| 14.83 | 2 | |
| 14.8 | 1 | |
| 14.79 | 2 | |
| 14.78 | 1 | |
| 14.77 | 2 |
base_salary
Real number (ℝ)
High correlation 
| Distinct | 22455 |
|---|---|
| Distinct (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116362.83 |
| Minimum | 45000 |
|---|---|
| Maximum | 348743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 45000 |
|---|---|
| 5-th percentile | 68636.95 |
| Q1 | 89044.5 |
| median | 109374 |
| Q3 | 135678.5 |
| 95-th percentile | 187896 |
| Maximum | 348743 |
| Range | 303743 |
| Interquartile range (IQR) | 46634 |
Descriptive statistics
| Standard deviation | 38150.254 |
|---|---|
| Coefficient of variation (CV) | 0.327856 |
| Kurtosis | 2.6645665 |
| Mean | 116362.83 |
| Median Absolute Deviation (MAD) | 22589.5 |
| Skewness | 1.2811982 |
| Sum | 2.9090709 × 109 |
| Variance | 1.4554419 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78168 | 5 | < 0.1% |
| 100759 | 4 | < 0.1% |
| 91990 | 4 | < 0.1% |
| 95372 | 4 | < 0.1% |
| 96988 | 4 | < 0.1% |
| 115119 | 4 | < 0.1% |
| 91745 | 4 | < 0.1% |
| 113201 | 4 | < 0.1% |
| 87411 | 4 | < 0.1% |
| 103192 | 4 | < 0.1% |
| Other values (22445) | 24959 |
| Value | Count | Frequency (%) |
| 45000 | 2 | |
| 45953 | 1 | |
| 46879 | 1 | |
| 47482 | 1 | |
| 47483 | 1 | |
| 47499 | 1 | |
| 47599 | 1 | |
| 47797 | 1 | |
| 48413 | 1 | |
| 48837 | 1 |
| Value | Count | Frequency (%) |
| 348743 | 1 | |
| 333270 | 1 | |
| 332585 | 1 | |
| 328636 | 1 | |
| 328595 | 1 | |
| 327821 | 1 | |
| 327736 | 1 | |
| 327044 | 1 | |
| 325557 | 1 | |
| 324355 | 1 |
compa_ratio
Real number (ℝ)
| Distinct | 91 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0004432 |
| Minimum | 0.56 |
|---|---|
| Maximum | 1.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.56 |
|---|---|
| 5-th percentile | 0.8 |
| Q1 | 0.92 |
| median | 1 |
| Q3 | 1.08 |
| 95-th percentile | 1.2 |
| Maximum | 1.48 |
| Range | 0.92 |
| Interquartile range (IQR) | 0.16 |
Descriptive statistics
| Standard deviation | 0.11976685 |
|---|---|
| Coefficient of variation (CV) | 0.11971379 |
| Kurtosis | -0.077725934 |
| Mean | 1.0004432 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 0.019523293 |
| Sum | 25011.08 |
| Variance | 0.014344097 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.03 | 842 | 3.4% |
| 0.99 | 837 | 3.3% |
| 0.96 | 831 | 3.3% |
| 0.97 | 824 | 3.3% |
| 1.02 | 821 | 3.3% |
| 1.04 | 815 | 3.3% |
| 1.05 | 787 | 3.1% |
| 0.98 | 784 | 3.1% |
| 1.01 | 780 | 3.1% |
| 1 | 773 | 3.1% |
| Other values (81) | 16906 |
| Value | Count | Frequency (%) |
| 0.56 | 1 | < 0.1% |
| 0.57 | 1 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.61 | 4 | < 0.1% |
| 0.62 | 7 | |
| 0.63 | 7 | |
| 0.64 | 10 | |
| 0.65 | 7 | |
| 0.66 | 9 |
| Value | Count | Frequency (%) |
| 1.48 | 1 | < 0.1% |
| 1.46 | 1 | < 0.1% |
| 1.45 | 1 | < 0.1% |
| 1.44 | 1 | < 0.1% |
| 1.43 | 2 | < 0.1% |
| 1.42 | 1 | < 0.1% |
| 1.41 | 2 | < 0.1% |
| 1.4 | 3 | |
| 1.39 | 6 | |
| 1.38 | 5 |
avg_raise_3y
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0299848 |
| Minimum | 0.008 |
|---|---|
| Maximum | 0.056 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.008 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.026 |
| median | 0.03 |
| Q3 | 0.034 |
| 95-th percentile | 0.04 |
| Maximum | 0.056 |
| Range | 0.048 |
| Interquartile range (IQR) | 0.008 |
Descriptive statistics
| Standard deviation | 0.0058103769 |
|---|---|
| Coefficient of variation (CV) | 0.19377741 |
| Kurtosis | -0.022564766 |
| Mean | 0.0299848 |
| Median Absolute Deviation (MAD) | 0.004 |
| Skewness | 0.015641571 |
| Sum | 749.62 |
| Variance | 3.3760479 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.031 | 1736 | 6.9% |
| 0.029 | 1728 | 6.9% |
| 0.03 | 1701 | 6.8% |
| 0.028 | 1625 | 6.5% |
| 0.032 | 1589 | 6.4% |
| 0.027 | 1562 | 6.2% |
| 0.033 | 1497 | 6.0% |
| 0.026 | 1314 | 5.3% |
| 0.034 | 1302 | 5.2% |
| 0.025 | 1183 | 4.7% |
| Other values (37) | 9763 |
| Value | Count | Frequency (%) |
| 0.008 | 2 | < 0.1% |
| 0.01 | 4 | < 0.1% |
| 0.011 | 10 | < 0.1% |
| 0.012 | 10 | < 0.1% |
| 0.013 | 17 | 0.1% |
| 0.014 | 32 | 0.1% |
| 0.015 | 77 | 0.3% |
| 0.016 | 87 | |
| 0.017 | 158 | |
| 0.018 | 201 |
| Value | Count | Frequency (%) |
| 0.056 | 1 | < 0.1% |
| 0.054 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| 0.052 | 4 | < 0.1% |
| 0.051 | 2 | < 0.1% |
| 0.05 | 4 | < 0.1% |
| 0.049 | 4 | < 0.1% |
| 0.048 | 13 | 0.1% |
| 0.047 | 22 | |
| 0.046 | 42 |
time_since_last_promo_yrs
Real number (ℝ)
| Distinct | 752 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9938844 |
| Minimum | 0.03 |
|---|---|
| Maximum | 10.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 0.45 |
| Q1 | 1.06 |
| median | 1.74 |
| Q3 | 2.65 |
| 95-th percentile | 4.3905 |
| Maximum | 10.89 |
| Range | 10.86 |
| Interquartile range (IQR) | 1.59 |
Descriptive statistics
| Standard deviation | 1.2619242 |
|---|---|
| Coefficient of variation (CV) | 0.63289739 |
| Kurtosis | 2.4135821 |
| Mean | 1.9938844 |
| Median Absolute Deviation (MAD) | 0.76 |
| Skewness | 1.2621984 |
| Sum | 49847.11 |
| Variance | 1.5924528 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.13 | 114 | 0.5% |
| 1.4 | 113 | 0.5% |
| 1.17 | 111 | 0.4% |
| 1.18 | 108 | 0.4% |
| 1.63 | 108 | 0.4% |
| 1.15 | 107 | 0.4% |
| 1.06 | 106 | 0.4% |
| 1.48 | 106 | 0.4% |
| 1.12 | 105 | 0.4% |
| 1.46 | 104 | 0.4% |
| Other values (742) | 23918 |
| Value | Count | Frequency (%) |
| 0.03 | 2 | < 0.1% |
| 0.04 | 2 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 3 | < 0.1% |
| 0.07 | 5 | < 0.1% |
| 0.08 | 6 | < 0.1% |
| 0.09 | 9 | |
| 0.1 | 6 | < 0.1% |
| 0.11 | 6 | < 0.1% |
| 0.12 | 15 |
| Value | Count | Frequency (%) |
| 10.89 | 1 | |
| 10.61 | 1 | |
| 10.6 | 1 | |
| 10.56 | 1 | |
| 9.92 | 1 | |
| 9.57 | 2 | |
| 9.18 | 1 | |
| 9.15 | 1 | |
| 9.12 | 1 | |
| 8.95 | 2 |
internal_moves_last_2y
Real number (ℝ)
Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24852 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 19454 |
| Zeros (%) | 77.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49522482 |
|---|---|
| Coefficient of variation (CV) | 1.992696 |
| Kurtosis | 4.2156319 |
| Mean | 0.24852 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0014418 |
| Sum | 6213 |
| Variance | 0.24524762 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19454 | |
| 1 | 4936 | 19.7% |
| 2 | 559 | 2.2% |
| 3 | 46 | 0.2% |
| 4 | 4 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 19454 | |
| 1 | 4936 | 19.7% |
| 2 | 559 | 2.2% |
| 3 | 46 | 0.2% |
| 4 | 4 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 4 | < 0.1% |
| 3 | 46 | 0.2% |
| 2 | 559 | 2.2% |
| 1 | 4936 | 19.7% |
| 0 | 19454 |
performance_rating
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 5 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 11354 | |
| 4 | 6181 | |
| 2 | 3738 | 15.0% |
| 5 | 2486 | 9.9% |
| 1 | 1241 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 11354 | |
| 4 | 6181 | |
| 2 | 3738 | 15.0% |
| 5 | 2486 | 9.9% |
| 1 | 1241 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 11354 | |
| 4 | 6181 | |
| 2 | 3738 | 15.0% |
| 5 | 2486 | 9.9% |
| 1 | 1241 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 11354 | |
| 4 | 6181 | |
| 2 | 3738 | 15.0% |
| 5 | 2486 | 9.9% |
| 1 | 1241 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 11354 | |
| 4 | 6181 | |
| 2 | 3738 | 15.0% |
| 5 | 2486 | 9.9% |
| 1 | 1241 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 11354 | |
| 4 | 6181 | |
| 2 | 3738 | 15.0% |
| 5 | 2486 | 9.9% |
| 1 | 1241 | 5.0% |
engagement_score
Real number (ℝ)
Missing 
| Distinct | 710 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 1966 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2637258 |
| Minimum | 2.03 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 2.03 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 6.36 |
| median | 7.29 |
| Q3 | 8.2 |
| 95-th percentile | 9.53 |
| Maximum | 10 |
| Range | 7.97 |
| Interquartile range (IQR) | 1.84 |
Descriptive statistics
| Standard deviation | 1.3544697 |
|---|---|
| Coefficient of variation (CV) | 0.18647038 |
| Kurtosis | -0.21004836 |
| Mean | 7.2637258 |
| Median Absolute Deviation (MAD) | 0.92 |
| Skewness | -0.16110524 |
| Sum | 167312.66 |
| Variance | 1.8345883 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 586 | 2.3% |
| 7.38 | 85 | 0.3% |
| 7.04 | 81 | 0.3% |
| 7 | 81 | 0.3% |
| 7.45 | 80 | 0.3% |
| 7.18 | 80 | 0.3% |
| 7.16 | 80 | 0.3% |
| 7.15 | 79 | 0.3% |
| 7.99 | 79 | 0.3% |
| 7.32 | 79 | 0.3% |
| Other values (700) | 21724 | |
| (Missing) | 1966 | 7.9% |
| Value | Count | Frequency (%) |
| 2.03 | 1 | |
| 2.08 | 1 | |
| 2.21 | 1 | |
| 2.41 | 1 | |
| 2.44 | 1 | |
| 2.48 | 1 | |
| 2.62 | 2 | |
| 2.63 | 1 | |
| 2.67 | 1 | |
| 2.7 | 1 |
| Value | Count | Frequency (%) |
| 10 | 586 | |
| 9.99 | 12 | < 0.1% |
| 9.98 | 7 | < 0.1% |
| 9.97 | 11 | < 0.1% |
| 9.96 | 7 | < 0.1% |
| 9.95 | 15 | 0.1% |
| 9.94 | 4 | < 0.1% |
| 9.93 | 9 | < 0.1% |
| 9.92 | 7 | < 0.1% |
| 9.91 | 9 | < 0.1% |
manager_quality
Real number (ℝ)
Missing 
| Distinct | 771 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 1786 |
| Missing (%) | 7.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.066444 |
| Minimum | 1.01 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 1.01 |
|---|---|
| 5-th percentile | 4.45 |
| Q1 | 6.01 |
| median | 7.09 |
| Q3 | 8.16 |
| 95-th percentile | 9.72 |
| Maximum | 10 |
| Range | 8.99 |
| Interquartile range (IQR) | 2.15 |
Descriptive statistics
| Standard deviation | 1.5481619 |
|---|---|
| Coefficient of variation (CV) | 0.21908641 |
| Kurtosis | -0.31130817 |
| Mean | 7.066444 |
| Median Absolute Deviation (MAD) | 1.08 |
| Skewness | -0.17360933 |
| Sum | 164040.43 |
| Variance | 2.3968051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 793 | 3.2% |
| 6.84 | 74 | 0.3% |
| 7.46 | 73 | 0.3% |
| 6.75 | 73 | 0.3% |
| 7.15 | 71 | 0.3% |
| 6.76 | 70 | 0.3% |
| 7.34 | 70 | 0.3% |
| 7.09 | 69 | 0.3% |
| 7.33 | 68 | 0.3% |
| 7.11 | 68 | 0.3% |
| Other values (761) | 21785 | |
| (Missing) | 1786 | 7.1% |
| Value | Count | Frequency (%) |
| 1.01 | 1 | |
| 1.39 | 1 | |
| 1.44 | 1 | |
| 1.54 | 1 | |
| 1.62 | 1 | |
| 1.64 | 1 | |
| 1.67 | 1 | |
| 1.71 | 1 | |
| 1.83 | 1 | |
| 1.94 | 1 |
| Value | Count | Frequency (%) |
| 10 | 793 | |
| 9.99 | 12 | < 0.1% |
| 9.98 | 8 | < 0.1% |
| 9.97 | 12 | < 0.1% |
| 9.96 | 7 | < 0.1% |
| 9.95 | 8 | < 0.1% |
| 9.94 | 17 | 0.1% |
| 9.93 | 11 | < 0.1% |
| 9.92 | 10 | < 0.1% |
| 9.91 | 15 | 0.1% |
workload_score
Real number (ℝ)
| Distinct | 894 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9869036 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.93 |
| Q1 | 4.73 |
| median | 6 |
| Q3 | 7.26 |
| 95-th percentile | 9.02 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2.53 |
Descriptive statistics
| Standard deviation | 1.8203789 |
|---|---|
| Coefficient of variation (CV) | 0.30406017 |
| Kurtosis | -0.33749791 |
| Mean | 5.9869036 |
| Median Absolute Deviation (MAD) | 1.27 |
| Skewness | -0.065035976 |
| Sum | 149672.59 |
| Variance | 3.3137794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 315 | 1.3% |
| 6.63 | 71 | 0.3% |
| 1 | 70 | 0.3% |
| 6.64 | 67 | 0.3% |
| 6.01 | 66 | 0.3% |
| 5.79 | 65 | 0.3% |
| 5.59 | 65 | 0.3% |
| 6.29 | 65 | 0.3% |
| 4.88 | 64 | 0.3% |
| 5.53 | 63 | 0.3% |
| Other values (884) | 24089 |
| Value | Count | Frequency (%) |
| 1 | 70 | |
| 1.01 | 1 | < 0.1% |
| 1.04 | 4 | < 0.1% |
| 1.05 | 2 | < 0.1% |
| 1.06 | 2 | < 0.1% |
| 1.08 | 3 | < 0.1% |
| 1.09 | 2 | < 0.1% |
| 1.1 | 2 | < 0.1% |
| 1.11 | 2 | < 0.1% |
| 1.12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 315 | |
| 9.99 | 6 | < 0.1% |
| 9.98 | 6 | < 0.1% |
| 9.97 | 8 | < 0.1% |
| 9.96 | 8 | < 0.1% |
| 9.95 | 4 | < 0.1% |
| 9.94 | 6 | < 0.1% |
| 9.93 | 6 | < 0.1% |
| 9.92 | 3 | < 0.1% |
| 9.91 | 6 | < 0.1% |
learning_hours_last_yr
Real number (ℝ)
| Distinct | 811 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.968396 |
| Minimum | 0.1 |
|---|---|
| Maximum | 120.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 3.6 |
| Q1 | 9.6 |
| median | 16.8 |
| Q3 | 26.8 |
| 95-th percentile | 47.5 |
| Maximum | 120.3 |
| Range | 120.2 |
| Interquartile range (IQR) | 17.2 |
Descriptive statistics
| Standard deviation | 14.10974 |
|---|---|
| Coefficient of variation (CV) | 0.70660356 |
| Kurtosis | 2.8394969 |
| Mean | 19.968396 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 1.4002644 |
| Sum | 499209.9 |
| Variance | 199.08476 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 109 | 0.4% |
| 8.3 | 108 | 0.4% |
| 8.7 | 105 | 0.4% |
| 9.4 | 104 | 0.4% |
| 9 | 103 | 0.4% |
| 14.1 | 102 | 0.4% |
| 9.9 | 101 | 0.4% |
| 10.6 | 100 | 0.4% |
| 7.4 | 100 | 0.4% |
| 7.1 | 99 | 0.4% |
| Other values (801) | 23969 |
| Value | Count | Frequency (%) |
| 0.1 | 2 | < 0.1% |
| 0.2 | 4 | < 0.1% |
| 0.3 | 7 | < 0.1% |
| 0.4 | 5 | < 0.1% |
| 0.5 | 13 | |
| 0.6 | 14 | |
| 0.7 | 12 | |
| 0.8 | 19 | |
| 0.9 | 15 | |
| 1 | 15 |
| Value | Count | Frequency (%) |
| 120.3 | 1 | |
| 119.5 | 1 | |
| 114.5 | 1 | |
| 112.8 | 1 | |
| 112.7 | 1 | |
| 106.7 | 1 | |
| 105.9 | 1 | |
| 105.7 | 1 | |
| 105.1 | 1 | |
| 103.7 | 1 |
overtime_hours_month
Real number (ℝ)
| Distinct | 548 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.130552 |
| Minimum | 0.1 |
|---|---|
| Maximum | 89.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 2.6 |
| Q1 | 6.6 |
| median | 11.1 |
| Q3 | 17.6 |
| 95-th percentile | 30.4 |
| Maximum | 89.9 |
| Range | 89.8 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.9076836 |
|---|---|
| Coefficient of variation (CV) | 0.67839369 |
| Kurtosis | 3.0310011 |
| Mean | 13.130552 |
| Median Absolute Deviation (MAD) | 5.2 |
| Skewness | 1.3926026 |
| Sum | 328263.8 |
| Variance | 79.346828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.6 | 170 | 0.7% |
| 7.7 | 167 | 0.7% |
| 5.3 | 163 | 0.7% |
| 6.8 | 160 | 0.6% |
| 7.8 | 160 | 0.6% |
| 9 | 157 | 0.6% |
| 6 | 157 | 0.6% |
| 7.4 | 157 | 0.6% |
| 10.7 | 154 | 0.6% |
| 6.3 | 154 | 0.6% |
| Other values (538) | 23401 |
| Value | Count | Frequency (%) |
| 0.1 | 1 | < 0.1% |
| 0.2 | 3 | < 0.1% |
| 0.3 | 6 | < 0.1% |
| 0.4 | 27 | |
| 0.5 | 20 | |
| 0.6 | 29 | |
| 0.7 | 33 | |
| 0.8 | 24 | |
| 0.9 | 38 | |
| 1 | 32 |
| Value | Count | Frequency (%) |
| 89.9 | 1 | |
| 80.2 | 1 | |
| 76.9 | 1 | |
| 73.6 | 1 | |
| 72.4 | 1 | |
| 70.6 | 1 | |
| 70 | 1 | |
| 69.6 | 1 | |
| 68.6 | 1 | |
| 67.1 | 1 |
night_shift
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22438 | |
| 1 | 2562 | 10.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22438 | |
| 1 | 2562 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22438 | |
| 1 | 2562 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 22438 | |
| 1 | 2562 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 22438 | |
| 1 | 2562 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 22438 | |
| 1 | 2562 | 10.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15033 | |
| 1 | 9967 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15033 | |
| 1 | 9967 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15033 | |
| 1 | 9967 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15033 | |
| 1 | 9967 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15033 | |
| 1 | 9967 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 15033 | |
| 1 | 9967 |
stock_grants
Real number (ℝ)
High correlation  Zeros 
| Distinct | 7648 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12797.86 |
| Minimum | 0 |
|---|---|
| Maximum | 209119 |
| Zeros | 17002 |
| Zeros (%) | 68.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 17546 |
| 95-th percentile | 66207.25 |
| Maximum | 209119 |
| Range | 209119 |
| Interquartile range (IQR) | 17546 |
Descriptive statistics
| Standard deviation | 24486.708 |
|---|---|
| Coefficient of variation (CV) | 1.913344 |
| Kurtosis | 6.9399809 |
| Mean | 12797.86 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.4137267 |
| Sum | 3.1994649 × 108 |
| Variance | 5.9959885 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17002 | |
| 12139 | 4 | < 0.1% |
| 30399 | 3 | < 0.1% |
| 62647 | 3 | < 0.1% |
| 34413 | 3 | < 0.1% |
| 29078 | 3 | < 0.1% |
| 20592 | 3 | < 0.1% |
| 44592 | 3 | < 0.1% |
| 40289 | 3 | < 0.1% |
| 26060 | 3 | < 0.1% |
| Other values (7638) | 7970 |
| Value | Count | Frequency (%) |
| 0 | 17002 | |
| 199 | 1 | < 0.1% |
| 311 | 1 | < 0.1% |
| 345 | 1 | < 0.1% |
| 380 | 1 | < 0.1% |
| 386 | 1 | < 0.1% |
| 472 | 1 | < 0.1% |
| 529 | 1 | < 0.1% |
| 558 | 1 | < 0.1% |
| 632 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 209119 | 1 | |
| 206873 | 1 | |
| 206496 | 1 | |
| 204644 | 1 | |
| 193563 | 1 | |
| 193237 | 1 | |
| 192968 | 1 | |
| 192585 | 1 | |
| 192106 | 1 | |
| 187256 | 1 |
benefit_score
Real number (ℝ)
| Distinct | 694 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0113336 |
| Minimum | 1.36 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 1.36 |
|---|---|
| 5-th percentile | 4.92 |
| Q1 | 6.14 |
| median | 7.02 |
| Q3 | 7.88 |
| 95-th percentile | 9.15 |
| Maximum | 10 |
| Range | 8.64 |
| Interquartile range (IQR) | 1.74 |
Descriptive statistics
| Standard deviation | 1.277129 |
|---|---|
| Coefficient of variation (CV) | 0.18215208 |
| Kurtosis | -0.15325863 |
| Mean | 7.0113336 |
| Median Absolute Deviation (MAD) | 0.865 |
| Skewness | -0.057952014 |
| Sum | 175283.34 |
| Variance | 1.6310585 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 281 | 1.1% |
| 6.69 | 98 | 0.4% |
| 6.74 | 97 | 0.4% |
| 7.55 | 91 | 0.4% |
| 6.62 | 91 | 0.4% |
| 6.89 | 91 | 0.4% |
| 7.56 | 90 | 0.4% |
| 7.11 | 87 | 0.3% |
| 6.88 | 87 | 0.3% |
| 6.7 | 87 | 0.3% |
| Other values (684) | 23900 |
| Value | Count | Frequency (%) |
| 1.36 | 1 | < 0.1% |
| 2.26 | 1 | < 0.1% |
| 2.29 | 1 | < 0.1% |
| 2.38 | 1 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.52 | 1 | < 0.1% |
| 2.66 | 1 | < 0.1% |
| 2.73 | 1 | < 0.1% |
| 2.74 | 2 | |
| 2.76 | 3 |
| Value | Count | Frequency (%) |
| 10 | 281 | |
| 9.99 | 4 | < 0.1% |
| 9.98 | 2 | < 0.1% |
| 9.97 | 6 | < 0.1% |
| 9.96 | 7 | < 0.1% |
| 9.95 | 3 | < 0.1% |
| 9.94 | 4 | < 0.1% |
| 9.93 | 7 | < 0.1% |
| 9.92 | 4 | < 0.1% |
| 9.91 | 9 | < 0.1% |
sick_days
Real number (ℝ)
Zeros 
| Distinct | 175 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.004832 |
| Minimum | 0 |
|---|---|
| Maximum | 20.6 |
| Zeros | 312 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 4 |
| median | 5.9 |
| Q3 | 7.9 |
| 95-th percentile | 10.9 |
| Maximum | 20.6 |
| Range | 20.6 |
| Interquartile range (IQR) | 3.9 |
Descriptive statistics
| Standard deviation | 2.8598057 |
|---|---|
| Coefficient of variation (CV) | 0.47625074 |
| Kurtosis | 0.076276547 |
| Mean | 6.004832 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | 0.32512578 |
| Sum | 150120.8 |
| Variance | 8.1784886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.3 | 369 | 1.5% |
| 5.4 | 361 | 1.4% |
| 6.7 | 359 | 1.4% |
| 6.5 | 357 | 1.4% |
| 5.2 | 356 | 1.4% |
| 5.8 | 355 | 1.4% |
| 5.9 | 351 | 1.4% |
| 5.5 | 351 | 1.4% |
| 4.9 | 350 | 1.4% |
| 4.7 | 347 | 1.4% |
| Other values (165) | 21444 |
| Value | Count | Frequency (%) |
| 0 | 312 | |
| 0.1 | 32 | 0.1% |
| 0.2 | 31 | 0.1% |
| 0.3 | 43 | 0.2% |
| 0.4 | 54 | 0.2% |
| 0.5 | 42 | 0.2% |
| 0.6 | 64 | 0.3% |
| 0.7 | 58 | 0.2% |
| 0.8 | 61 | 0.2% |
| 0.9 | 86 | 0.3% |
| Value | Count | Frequency (%) |
| 20.6 | 2 | |
| 19.6 | 1 | |
| 18.8 | 1 | |
| 18.5 | 1 | |
| 18.4 | 1 | |
| 18.1 | 1 | |
| 18 | 1 | |
| 17.7 | 1 | |
| 17.6 | 1 | |
| 17.5 | 1 |
pto_days_taken
Real number (ℝ)
| Distinct | 324 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.0085 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 16 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.7 |
| Q1 | 12.7 |
| median | 16 |
| Q3 | 19.3 |
| 95-th percentile | 24.2 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 6.6 |
Descriptive statistics
| Standard deviation | 4.9852799 |
|---|---|
| Coefficient of variation (CV) | 0.31141456 |
| Kurtosis | -0.0052182996 |
| Mean | 16.0085 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 0.0018824927 |
| Sum | 400212.5 |
| Variance | 24.853016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.4 | 233 | 0.9% |
| 15.4 | 224 | 0.9% |
| 15.8 | 224 | 0.9% |
| 16.7 | 222 | 0.9% |
| 16.9 | 217 | 0.9% |
| 16.3 | 213 | 0.9% |
| 16.6 | 213 | 0.9% |
| 17.2 | 209 | 0.8% |
| 17.1 | 208 | 0.8% |
| 15.2 | 206 | 0.8% |
| Other values (314) | 22831 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 0.1 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.7 | 4 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 1 | 3 | < 0.1% |
| 1.1 | 3 | < 0.1% |
| 1.2 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 37 | 1 | |
| 34.4 | 1 | |
| 34.1 | 2 | |
| 33.9 | 1 | |
| 33.4 | 1 | |
| 33.2 | 1 | |
| 33.1 | 1 | |
| 32.9 | 2 | |
| 32.7 | 2 | |
| 32.4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21294 | |
| 1 | 3706 | 14.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21294 | |
| 1 | 3706 | 14.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21294 | |
| 1 | 3706 | 14.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21294 | |
| 1 | 3706 | 14.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21294 | |
| 1 | 3706 | 14.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21294 | |
| 1 | 3706 | 14.8% |
team_id
Real number (ℝ)
| Distinct | 400 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.80212 |
| Minimum | 1 |
|---|---|
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 101 |
| median | 201 |
| Q3 | 300 |
| 95-th percentile | 380 |
| Maximum | 400 |
| Range | 399 |
| Interquartile range (IQR) | 199 |
Descriptive statistics
| Standard deviation | 115.31722 |
|---|---|
| Coefficient of variation (CV) | 0.57428286 |
| Kurtosis | -1.1970687 |
| Mean | 200.80212 |
| Median Absolute Deviation (MAD) | 99 |
| Skewness | -0.0069062091 |
| Sum | 5020053 |
| Variance | 13298.06 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 353 | 90 | 0.4% |
| 48 | 82 | 0.3% |
| 175 | 80 | 0.3% |
| 223 | 79 | 0.3% |
| 116 | 79 | 0.3% |
| 259 | 79 | 0.3% |
| 272 | 78 | 0.3% |
| 64 | 78 | 0.3% |
| 242 | 78 | 0.3% |
| 5 | 77 | 0.3% |
| Other values (390) | 24200 |
| Value | Count | Frequency (%) |
| 1 | 58 | |
| 2 | 70 | |
| 3 | 65 | |
| 4 | 61 | |
| 5 | 77 | |
| 6 | 68 | |
| 7 | 61 | |
| 8 | 74 | |
| 9 | 61 | |
| 10 | 54 |
| Value | Count | Frequency (%) |
| 400 | 73 | |
| 399 | 51 | |
| 398 | 64 | |
| 397 | 74 | |
| 396 | 73 | |
| 395 | 58 | |
| 394 | 75 | |
| 393 | 63 | |
| 392 | 61 | |
| 391 | 68 |
exit_interview_scheduled
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21477 | |
| 1 | 3523 | 14.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21477 | |
| 1 | 3523 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21477 | |
| 1 | 3523 | 14.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21477 | |
| 1 | 3523 | 14.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21477 | |
| 1 | 3523 | 14.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21477 | |
| 1 | 3523 | 14.1% |
offboarding_ticket_created
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21898 | |
| 1 | 3102 | 12.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21898 | |
| 1 | 3102 | 12.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21898 | |
| 1 | 3102 | 12.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21898 | |
| 1 | 3102 | 12.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21898 | |
| 1 | 3102 | 12.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21898 | |
| 1 | 3102 | 12.4% |
attrited
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20852 | |
| 1 | 4148 | 16.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20852 | |
| 1 | 4148 | 16.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20852 | |
| 1 | 4148 | 16.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20852 | |
| 1 | 4148 | 16.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20852 | |
| 1 | 4148 | 16.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20852 | |
| 1 | 4148 | 16.6% |
months_since_hire
Real number (ℝ)
High correlation 
| Distinct | 1742 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.988936 |
| Minimum | 0.8 |
|---|---|
| Maximum | 179.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0.8 |
|---|---|
| 5-th percentile | 26.9 |
| Q1 | 59.9 |
| median | 90.3 |
| Q3 | 120 |
| 95-th percentile | 152.3 |
| Maximum | 179.3 |
| Range | 178.5 |
| Interquartile range (IQR) | 60.1 |
Descriptive statistics
| Standard deviation | 38.69745 |
|---|---|
| Coefficient of variation (CV) | 0.43002453 |
| Kurtosis | -0.82547151 |
| Mean | 89.988936 |
| Median Absolute Deviation (MAD) | 30.1 |
| Skewness | -0.010317304 |
| Sum | 2249723.4 |
| Variance | 1497.4926 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.6 | 36 | 0.1% |
| 64.8 | 36 | 0.1% |
| 101.1 | 34 | 0.1% |
| 100.7 | 34 | 0.1% |
| 94.1 | 33 | 0.1% |
| 104 | 32 | 0.1% |
| 60.3 | 32 | 0.1% |
| 69 | 32 | 0.1% |
| 87.5 | 31 | 0.1% |
| 54.4 | 31 | 0.1% |
| Other values (1732) | 24669 |
| Value | Count | Frequency (%) |
| 0.8 | 1 | |
| 1.1 | 2 | |
| 1.2 | 1 | |
| 1.5 | 2 | |
| 1.7 | 1 | |
| 1.8 | 1 | |
| 1.9 | 2 | |
| 2.3 | 1 | |
| 2.5 | 2 | |
| 2.7 | 1 |
| Value | Count | Frequency (%) |
| 179.3 | 1 | |
| 179.2 | 1 | |
| 179 | 1 | |
| 178.6 | 2 | |
| 178.3 | 1 | |
| 178 | 1 | |
| 177.9 | 1 | |
| 177.6 | 1 | |
| 177.5 | 2 | |
| 177.4 | 1 |
salary_band
Categorical
High correlation  Uniform 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| Q1 | |
|---|---|
| Q4 | |
| Q5 | |
| Q3 | |
| Q2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Q4 |
|---|---|
| 2nd row | Q5 |
| 3rd row | Q3 |
| 4th row | Q4 |
| 5th row | Q3 |
Common Values
| Value | Count | Frequency (%) |
| Q1 | 5001 | |
| Q4 | 5000 | |
| Q5 | 5000 | |
| Q3 | 5000 | |
| Q2 | 4999 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| q1 | 5001 | |
| q4 | 5000 | |
| q5 | 5000 | |
| q3 | 5000 | |
| q2 | 4999 |
Most occurring characters
| Value | Count | Frequency (%) |
| Q | 25000 | |
| 1 | 5001 | 10.0% |
| 4 | 5000 | 10.0% |
| 5 | 5000 | 10.0% |
| 3 | 5000 | 10.0% |
| 2 | 4999 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Q | 25000 | |
| 1 | 5001 | 10.0% |
| 4 | 5000 | 10.0% |
| 5 | 5000 | 10.0% |
| 3 | 5000 | 10.0% |
| 2 | 4999 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Q | 25000 | |
| 1 | 5001 | 10.0% |
| 4 | 5000 | 10.0% |
| 5 | 5000 | 10.0% |
| 3 | 5000 | 10.0% |
| 2 | 4999 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Q | 25000 | |
| 1 | 5001 | 10.0% |
| 4 | 5000 | 10.0% |
| 5 | 5000 | 10.0% |
| 3 | 5000 | 10.0% |
| 2 | 4999 | 10.0% |
Interactions
Correlations
| age | attrited | avg_raise_3y | base_salary | benefit_score | commute_km | compa_ratio | department | employee_id | engagement_score | exit_interview_scheduled | gender | internal_moves_last_2y | is_manager | learning_hours_last_yr | leave_last_yr | level | manager_quality | months_since_hire | night_shift | offboarding_ticket_created | overtime_hours_month | performance_rating | pto_days_taken | region | remote_status | role | salary_band | schedule_flex | sick_days | stock_grants | team_id | tenure_years | time_since_last_promo_yrs | workload_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.016 | 0.006 | 0.001 | 0.016 | -0.003 | -0.004 | 0.007 | 0.005 | -0.008 | 0.014 | 0.013 | 0.004 | 0.000 | -0.016 | 0.000 | 0.000 | 0.005 | 0.003 | 0.015 | 0.014 | -0.009 | 0.000 | -0.011 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | -0.006 | 0.003 | -0.002 | 0.005 |
| attrited | 0.016 | 1.000 | 0.000 | 0.043 | 0.041 | 0.058 | 0.040 | 0.024 | 0.000 | 0.104 | 0.908 | 0.000 | 0.028 | 0.025 | 0.069 | 0.009 | 0.031 | 0.102 | 0.048 | 0.006 | 0.844 | 0.000 | 0.111 | 0.000 | 0.007 | 0.056 | 0.026 | 0.047 | 0.033 | 0.000 | 0.039 | 0.018 | 0.049 | 0.065 | 0.043 |
| avg_raise_3y | 0.006 | 0.000 | 1.000 | 0.004 | 0.014 | 0.012 | 0.015 | 0.006 | 0.008 | -0.007 | 0.000 | 0.000 | 0.006 | 0.015 | 0.004 | 0.000 | 0.000 | -0.006 | -0.005 | 0.000 | 0.007 | -0.013 | 0.001 | -0.011 | 0.006 | 0.009 | 0.016 | 0.000 | 0.016 | 0.000 | 0.008 | -0.004 | -0.005 | 0.014 | -0.003 |
| base_salary | 0.001 | 0.043 | 0.004 | 1.000 | -0.003 | -0.007 | 0.383 | 0.181 | 0.004 | -0.002 | 0.039 | 0.000 | 0.002 | 0.611 | 0.001 | 0.000 | 0.444 | 0.004 | 0.003 | 0.013 | 0.034 | 0.004 | 0.000 | -0.006 | 0.000 | 0.000 | 0.160 | 0.690 | 0.004 | -0.005 | 0.620 | 0.009 | 0.003 | -0.006 | 0.001 |
| benefit_score | 0.016 | 0.041 | 0.014 | -0.003 | 1.000 | 0.002 | 0.001 | 0.014 | 0.006 | 0.008 | 0.040 | 0.000 | -0.003 | 0.000 | 0.000 | 0.000 | 0.004 | -0.000 | -0.006 | 0.000 | 0.037 | -0.001 | 0.009 | 0.006 | 0.013 | 0.010 | 0.016 | 0.008 | 0.000 | -0.002 | 0.013 | 0.000 | -0.006 | 0.006 | -0.000 |
| commute_km | -0.003 | 0.058 | 0.012 | -0.007 | 0.002 | 1.000 | -0.004 | 0.000 | 0.007 | -0.005 | 0.053 | 0.017 | -0.005 | 0.000 | -0.005 | 0.011 | 0.004 | -0.012 | 0.001 | 0.008 | 0.048 | -0.008 | 0.000 | -0.003 | 0.000 | 0.450 | 0.000 | 0.000 | 0.000 | 0.000 | -0.005 | 0.006 | 0.001 | 0.003 | -0.003 |
| compa_ratio | -0.004 | 0.040 | 0.015 | 0.383 | 0.001 | -0.004 | 1.000 | 0.000 | 0.003 | 0.005 | 0.036 | 0.000 | 0.002 | 0.000 | -0.006 | 0.000 | 0.000 | -0.002 | 0.003 | 0.000 | 0.029 | -0.003 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.190 | 0.013 | -0.003 | -0.002 | 0.003 | 0.003 | -0.008 | 0.005 |
| department | 0.007 | 0.024 | 0.006 | 0.181 | 0.014 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.017 | 0.011 | 0.010 | 0.007 | 0.007 | 0.009 | 0.000 | 0.004 | 0.003 | 0.000 | 0.023 | 0.000 | 0.011 | 0.000 | 0.015 | 0.000 | 0.999 | 0.240 | 0.000 | 0.000 | 0.000 | 0.003 | 0.002 | 0.009 | 0.007 |
| employee_id | 0.005 | 0.000 | 0.008 | 0.004 | 0.006 | 0.007 | 0.003 | 0.000 | 1.000 | -0.008 | 0.000 | 0.000 | 0.000 | 0.008 | -0.005 | 0.000 | 0.000 | 0.001 | -0.007 | 0.013 | 0.000 | 0.006 | 0.004 | 0.001 | 0.000 | 0.000 | 0.008 | 0.008 | 0.010 | -0.008 | -0.003 | -0.004 | -0.007 | -0.012 | 0.005 |
| engagement_score | -0.008 | 0.104 | -0.007 | -0.002 | 0.008 | -0.005 | 0.005 | 0.000 | -0.008 | 1.000 | 0.096 | 0.006 | -0.002 | 0.006 | 0.005 | 0.000 | 0.000 | -0.000 | 0.005 | 0.011 | 0.087 | -0.006 | 0.006 | -0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | -0.008 | 0.002 | 0.005 | 0.001 | 0.015 |
| exit_interview_scheduled | 0.014 | 0.908 | 0.000 | 0.039 | 0.040 | 0.053 | 0.036 | 0.017 | 0.000 | 0.096 | 1.000 | 0.000 | 0.024 | 0.027 | 0.064 | 0.006 | 0.031 | 0.091 | 0.042 | 0.002 | 0.771 | 0.000 | 0.101 | 0.000 | 0.008 | 0.049 | 0.024 | 0.042 | 0.027 | 0.000 | 0.037 | 0.015 | 0.043 | 0.060 | 0.041 |
| gender | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.011 | 0.000 | 0.006 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.006 | 0.000 | 0.018 | 0.000 | 0.000 | 0.005 | 0.000 | 0.011 | 0.014 | 0.000 | 0.010 |
| internal_moves_last_2y | 0.004 | 0.028 | 0.006 | 0.002 | -0.003 | -0.005 | 0.002 | 0.010 | 0.000 | -0.002 | 0.024 | 0.000 | 1.000 | 0.014 | -0.002 | 0.000 | 0.018 | -0.004 | -0.000 | 0.000 | 0.021 | -0.003 | 0.000 | -0.007 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | -0.014 | -0.004 | -0.000 | -0.000 | 0.005 | -0.000 |
| is_manager | 0.000 | 0.025 | 0.015 | 0.611 | 0.000 | 0.000 | 0.000 | 0.007 | 0.008 | 0.006 | 0.027 | 0.000 | 0.014 | 1.000 | 0.000 | 0.000 | 1.000 | 0.010 | 0.013 | 0.000 | 0.021 | 0.019 | 0.000 | 0.017 | 0.007 | 0.000 | 0.025 | 0.575 | 0.000 | 0.017 | 0.589 | 0.000 | 0.016 | 0.000 | 0.000 |
| learning_hours_last_yr | -0.016 | 0.069 | 0.004 | 0.001 | 0.000 | -0.005 | -0.006 | 0.007 | -0.005 | 0.005 | 0.064 | 0.000 | -0.002 | 0.000 | 1.000 | 0.011 | 0.000 | 0.007 | 0.006 | 0.000 | 0.062 | -0.004 | 0.000 | -0.004 | 0.009 | 0.016 | 0.000 | 0.000 | 0.000 | -0.002 | 0.000 | -0.004 | 0.006 | 0.000 | 0.003 |
| leave_last_yr | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.009 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.011 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.006 | 0.000 | 0.020 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 |
| level | 0.000 | 0.031 | 0.000 | 0.444 | 0.004 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.018 | 1.000 | 0.000 | 0.000 | 1.000 | 0.007 | 0.013 | 0.012 | 0.026 | 0.004 | 0.000 | 0.007 | 0.000 | 0.008 | 0.010 | 0.435 | 0.000 | 0.011 | 0.326 | 0.000 | 0.014 | 0.000 | 0.006 |
| manager_quality | 0.005 | 0.102 | -0.006 | 0.004 | -0.000 | -0.012 | -0.002 | 0.004 | 0.001 | -0.000 | 0.091 | 0.000 | -0.004 | 0.010 | 0.007 | 0.000 | 0.007 | 1.000 | 0.002 | 0.012 | 0.086 | 0.009 | 0.000 | -0.001 | 0.003 | 0.006 | 0.000 | 0.011 | 0.013 | 0.003 | 0.008 | -0.000 | 0.002 | 0.003 | 0.005 |
| months_since_hire | 0.003 | 0.048 | -0.005 | 0.003 | -0.006 | 0.001 | 0.003 | 0.003 | -0.007 | 0.005 | 0.042 | 0.014 | -0.000 | 0.013 | 0.006 | 0.000 | 0.013 | 0.002 | 1.000 | 0.000 | 0.039 | -0.003 | 0.000 | -0.005 | 0.000 | 0.001 | 0.000 | 0.009 | 0.000 | 0.003 | 0.001 | -0.000 | 1.000 | 0.005 | -0.012 |
| night_shift | 0.015 | 0.006 | 0.000 | 0.013 | 0.000 | 0.008 | 0.000 | 0.000 | 0.013 | 0.011 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.012 | 0.000 | 1.000 | 0.009 | 0.000 | 0.000 | 0.013 | 0.005 | 0.004 | 0.002 | 0.000 | 0.000 | 0.005 | 0.000 | 0.011 | 0.000 | 0.011 | 0.013 |
| offboarding_ticket_created | 0.014 | 0.844 | 0.007 | 0.034 | 0.037 | 0.048 | 0.029 | 0.023 | 0.000 | 0.087 | 0.771 | 0.000 | 0.021 | 0.021 | 0.062 | 0.012 | 0.026 | 0.086 | 0.039 | 0.009 | 1.000 | 0.000 | 0.093 | 0.000 | 0.012 | 0.046 | 0.027 | 0.037 | 0.031 | 0.000 | 0.034 | 0.000 | 0.040 | 0.062 | 0.034 |
| overtime_hours_month | -0.009 | 0.000 | -0.013 | 0.004 | -0.001 | -0.008 | -0.003 | 0.000 | 0.006 | -0.006 | 0.000 | 0.000 | -0.003 | 0.019 | -0.004 | 0.007 | 0.004 | 0.009 | -0.003 | 0.000 | 0.000 | 1.000 | 0.011 | -0.005 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | -0.006 | 0.002 | -0.003 | -0.002 | -0.002 |
| performance_rating | 0.000 | 0.111 | 0.001 | 0.000 | 0.009 | 0.000 | 0.000 | 0.011 | 0.004 | 0.006 | 0.101 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 0.011 | 1.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.009 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.002 |
| pto_days_taken | -0.011 | 0.000 | -0.011 | -0.006 | 0.006 | -0.003 | 0.004 | 0.000 | 0.001 | -0.005 | 0.000 | 0.000 | -0.007 | 0.017 | -0.004 | 0.000 | 0.007 | -0.001 | -0.005 | 0.013 | 0.000 | -0.005 | 0.000 | 1.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.007 | 0.005 | 0.001 | -0.008 | -0.005 | -0.009 | 0.008 |
| region | 0.006 | 0.007 | 0.006 | 0.000 | 0.013 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.008 | 0.006 | 0.000 | 0.007 | 0.009 | 0.000 | 0.000 | 0.003 | 0.000 | 0.005 | 0.012 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.010 | 0.004 | 0.000 | 0.000 | 0.000 | 0.016 |
| remote_status | 0.000 | 0.056 | 0.009 | 0.000 | 0.010 | 0.450 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.008 | 0.006 | 0.001 | 0.004 | 0.046 | 0.000 | 0.000 | 0.009 | 0.000 | 1.000 | 0.006 | 0.002 | 0.000 | 0.000 | 0.003 | 0.007 | 0.000 | 0.000 | 0.000 |
| role | 0.000 | 0.026 | 0.016 | 0.160 | 0.016 | 0.000 | 0.000 | 0.999 | 0.008 | 0.000 | 0.024 | 0.018 | 0.004 | 0.025 | 0.000 | 0.007 | 0.010 | 0.000 | 0.000 | 0.002 | 0.027 | 0.000 | 0.013 | 0.000 | 0.020 | 0.006 | 1.000 | 0.241 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.011 |
| salary_band | 0.000 | 0.047 | 0.000 | 0.690 | 0.008 | 0.000 | 0.190 | 0.240 | 0.008 | 0.000 | 0.042 | 0.000 | 0.000 | 0.575 | 0.000 | 0.006 | 0.435 | 0.011 | 0.009 | 0.000 | 0.037 | 0.009 | 0.009 | 0.000 | 0.000 | 0.002 | 0.241 | 1.000 | 0.000 | 0.000 | 0.257 | 0.000 | 0.009 | 0.000 | 0.000 |
| schedule_flex | 0.000 | 0.033 | 0.016 | 0.004 | 0.000 | 0.000 | 0.013 | 0.000 | 0.010 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.031 | 0.000 | 0.008 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 |
| sick_days | 0.014 | 0.000 | 0.000 | -0.005 | -0.002 | 0.000 | -0.003 | 0.000 | -0.008 | 0.014 | 0.000 | 0.005 | -0.014 | 0.017 | -0.002 | 0.020 | 0.011 | 0.003 | 0.003 | 0.005 | 0.000 | 0.000 | 0.000 | 0.005 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.002 | 0.005 | 0.003 | -0.002 | 0.015 |
| stock_grants | 0.000 | 0.039 | 0.008 | 0.620 | 0.013 | -0.005 | -0.002 | 0.000 | -0.003 | -0.008 | 0.037 | 0.000 | -0.004 | 0.589 | 0.000 | 0.000 | 0.326 | 0.008 | 0.001 | 0.000 | 0.034 | -0.006 | 0.000 | 0.001 | 0.004 | 0.003 | 0.000 | 0.257 | 0.000 | 0.002 | 1.000 | 0.010 | 0.001 | -0.001 | 0.004 |
| team_id | -0.006 | 0.018 | -0.004 | 0.009 | 0.000 | 0.006 | 0.003 | 0.003 | -0.004 | 0.002 | 0.015 | 0.011 | -0.000 | 0.000 | -0.004 | 0.012 | 0.000 | -0.000 | -0.000 | 0.011 | 0.000 | 0.002 | 0.000 | -0.008 | 0.000 | 0.007 | 0.007 | 0.000 | 0.000 | 0.005 | 0.010 | 1.000 | -0.000 | -0.002 | -0.007 |
| tenure_years | 0.003 | 0.049 | -0.005 | 0.003 | -0.006 | 0.001 | 0.003 | 0.002 | -0.007 | 0.005 | 0.043 | 0.014 | -0.000 | 0.016 | 0.006 | 0.000 | 0.014 | 0.002 | 1.000 | 0.000 | 0.040 | -0.003 | 0.000 | -0.005 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.003 | 0.001 | -0.000 | 1.000 | 0.005 | -0.012 |
| time_since_last_promo_yrs | -0.002 | 0.065 | 0.014 | -0.006 | 0.006 | 0.003 | -0.008 | 0.009 | -0.012 | 0.001 | 0.060 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.005 | 0.011 | 0.062 | -0.002 | 0.005 | -0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | -0.002 | -0.001 | -0.002 | 0.005 | 1.000 | -0.002 |
| workload_score | 0.005 | 0.043 | -0.003 | 0.001 | -0.000 | -0.003 | 0.005 | 0.007 | 0.005 | 0.015 | 0.041 | 0.010 | -0.000 | 0.000 | 0.003 | 0.000 | 0.006 | 0.005 | -0.012 | 0.013 | 0.034 | -0.002 | 0.002 | 0.008 | 0.016 | 0.000 | 0.011 | 0.000 | 0.000 | 0.015 | 0.004 | -0.007 | -0.012 | -0.002 | 1.000 |
Missing values
Sample
| employee_id | snapshot_date | hire_date | region | department | role | level | is_manager | age | gender | remote_status | commute_km | tenure_years | base_salary | compa_ratio | avg_raise_3y | time_since_last_promo_yrs | internal_moves_last_2y | performance_rating | engagement_score | manager_quality | workload_score | learning_hours_last_yr | overtime_hours_month | night_shift | schedule_flex | stock_grants | benefit_score | sick_days | pto_days_taken | leave_last_yr | team_id | exit_interview_scheduled | offboarding_ticket_created | attrited | months_since_hire | salary_band | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 121752 | 2020-05-13 | 2014-08-10 | AMER | Sales | Sales Manager | IC3 | 0 | 33 | F | Hybrid | 20.4 | 5.76 | 135037.0 | 1.23 | 0.034 | 0.71 | 0 | 4 | 7.02 | 6.73 | 5.72 | 7.0 | 3.2 | 0 | 0 | 0.0 | 6.99 | 9.1 | 16.7 | 0 | 85 | 0 | 0 | 0 | 69.1 | Q4 |
| 1 | 107208 | 2020-09-20 | 2011-07-14 | APAC | Engineering | SWE II | Manager | 1 | 31 | F | Hybrid | 13.8 | 9.19 | 166104.0 | 0.95 | 0.027 | 1.43 | 0 | 3 | 9.52 | 7.33 | 6.15 | 42.8 | 17.3 | 0 | 0 | 73464.0 | 7.75 | 8.4 | 15.6 | 1 | 6 | 0 | 0 | 0 | 110.2 | Q5 |
| 2 | 117058 | 2020-12-29 | 2013-07-28 | EMEA | Sales | AE | IC2 | 0 | 40 | M | Onsite | 20.5 | 7.42 | 113486.0 | 1.21 | 0.028 | 4.67 | 1 | 4 | 7.45 | 7.93 | 6.18 | 34.9 | 13.5 | 0 | 0 | 0.0 | 6.76 | 6.6 | 19.5 | 0 | 177 | 0 | 0 | 0 | 89.1 | Q3 |
| 3 | 120754 | 2023-10-31 | 2012-04-06 | AMER | Engineering | ML Engineer | IC4 | 0 | 26 | M | Remote | 0.0 | 11.57 | 128470.0 | 0.80 | 0.034 | 0.83 | 0 | 5 | NaN | 6.33 | 8.26 | 11.1 | 8.1 | 0 | 0 | 33159.0 | 7.84 | 9.4 | 18.8 | 0 | 232 | 0 | 0 | 0 | 138.8 | Q4 |
| 4 | 122505 | 2022-07-20 | 2015-05-25 | APAC | HR | HRBP | IC3 | 0 | 31 | F | Onsite | 29.3 | 7.15 | 106256.0 | 1.06 | 0.033 | 1.15 | 0 | 3 | 7.46 | 6.26 | 4.84 | 14.0 | 13.1 | 0 | 0 | 0.0 | 6.05 | 5.4 | 17.4 | 0 | 328 | 1 | 0 | 1 | 85.8 | Q3 |
| 5 | 110057 | 2024-01-14 | 2017-12-24 | APAC | Operations | Ops Analyst | VP | 1 | 40 | F | Remote | 0.0 | 6.06 | 220939.0 | 1.10 | 0.025 | 1.60 | 2 | 3 | NaN | 10.00 | 4.91 | 40.7 | 3.6 | 0 | 0 | 41217.0 | 7.90 | 9.2 | 19.5 | 0 | 184 | 0 | 0 | 0 | 72.7 | Q5 |
| 6 | 101351 | 2024-07-10 | 2015-05-31 | AMER | Engineering | SWE I | IC3 | 0 | 22 | F | Hybrid | 32.8 | 9.11 | 143768.0 | 1.03 | 0.029 | 2.57 | 0 | 3 | 4.68 | 4.74 | 6.66 | 26.1 | 9.4 | 0 | 0 | 0.0 | 8.08 | 5.5 | 19.5 | 0 | 18 | 1 | 1 | 1 | 109.3 | Q5 |
| 7 | 106940 | 2023-11-25 | 2012-02-14 | APAC | Finance | Accountant | IC2 | 0 | 25 | F | Onsite | 9.5 | 11.78 | 90998.0 | 0.97 | 0.036 | 1.02 | 1 | 3 | 6.61 | 6.08 | 7.44 | 61.8 | 10.4 | 1 | 1 | 0.0 | 6.87 | 3.0 | 15.2 | 0 | 395 | 0 | 0 | 0 | 141.3 | Q2 |
| 8 | 118186 | 2021-10-14 | 2010-01-20 | AMER | Sales | AE | IC1 | 0 | 28 | M | Remote | 0.0 | 11.73 | 68614.0 | 0.89 | 0.030 | 1.62 | 0 | 4 | 9.48 | 8.66 | 5.28 | 41.5 | 16.3 | 0 | 1 | 0.0 | 6.84 | 2.4 | 17.8 | 1 | 169 | 0 | 0 | 0 | 140.8 | Q1 |
| 9 | 119489 | 2022-08-06 | 2013-09-02 | APAC | Marketing | Brand | IC3 | 0 | 46 | M | Hybrid | 3.6 | 8.93 | 97654.0 | 0.93 | 0.027 | 0.73 | 1 | 5 | 7.28 | 5.49 | 8.20 | 16.9 | 11.8 | 0 | 0 | 0.0 | 8.26 | 4.7 | 17.2 | 0 | 289 | 0 | 0 | 0 | 107.1 | Q2 |
| employee_id | snapshot_date | hire_date | region | department | role | level | is_manager | age | gender | remote_status | commute_km | tenure_years | base_salary | compa_ratio | avg_raise_3y | time_since_last_promo_yrs | internal_moves_last_2y | performance_rating | engagement_score | manager_quality | workload_score | learning_hours_last_yr | overtime_hours_month | night_shift | schedule_flex | stock_grants | benefit_score | sick_days | pto_days_taken | leave_last_yr | team_id | exit_interview_scheduled | offboarding_ticket_created | attrited | months_since_hire | salary_band | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24990 | 120825 | 2023-01-14 | 2015-10-12 | EMEA | Marketing | Brand | Manager | 1 | 45 | F | Hybrid | 21.3 | 7.26 | 142382.0 | 1.08 | 0.032 | 0.81 | 1 | 2 | 8.99 | 7.60 | 8.21 | 11.2 | 29.1 | 0 | 0 | 25294.0 | 6.52 | 6.7 | 19.7 | 0 | 288 | 0 | 0 | 0 | 87.1 | Q4 |
| 24991 | 102583 | 2022-07-06 | 2015-07-11 | APAC | Product | UX Researcher | IC3 | 0 | 34 | F | Onsite | 3.3 | 6.99 | 129090.0 | 0.96 | 0.034 | 1.54 | 1 | 3 | 6.97 | NaN | 4.10 | 8.3 | 16.7 | 0 | 0 | 0.0 | 7.74 | 6.4 | 8.4 | 0 | 346 | 0 | 0 | 0 | 83.8 | Q4 |
| 24992 | 123950 | 2022-04-20 | 2019-11-24 | EMEA | Engineering | ML Engineer | IC2 | 0 | 35 | M | Hybrid | 13.7 | 2.40 | 114436.0 | 0.96 | 0.037 | 1.72 | 1 | 3 | 10.00 | 5.77 | 7.76 | 29.3 | 15.7 | 0 | 0 | 0.0 | 5.70 | 9.2 | 19.7 | 0 | 118 | 1 | 1 | 1 | 28.8 | Q3 |
| 24993 | 101372 | 2023-06-14 | 2016-03-18 | AMER | Sales | SDR | IC1 | 0 | 38 | F | Remote | 0.0 | 7.24 | 85126.0 | 1.11 | 0.020 | 0.73 | 0 | 3 | 7.76 | 8.23 | 7.06 | 1.8 | 1.8 | 0 | 0 | 0.0 | 7.23 | 6.8 | 19.4 | 0 | 83 | 1 | 0 | 1 | 86.9 | Q2 |
| 24994 | 113927 | 2024-07-04 | 2015-07-02 | AMER | Product | UX Researcher | IC4 | 0 | 32 | F | Hybrid | 2.3 | 9.01 | 121153.0 | 0.78 | 0.023 | 1.31 | 0 | 5 | 8.26 | 4.79 | 7.47 | 0.6 | 11.3 | 0 | 0 | 26991.0 | 8.75 | 0.6 | 18.4 | 0 | 51 | 0 | 0 | 0 | 108.1 | Q4 |
| 24995 | 100919 | 2023-10-23 | 2018-08-24 | APAC | Operations | Ops Analyst | IC3 | 0 | 18 | M | Remote | 0.0 | 5.16 | 110413.0 | 1.10 | 0.026 | 3.25 | 0 | 3 | 8.14 | 8.55 | 6.15 | 7.3 | 13.4 | 0 | 1 | 0.0 | 8.46 | 0.6 | 27.9 | 1 | 129 | 0 | 0 | 0 | 62.0 | Q3 |
| 24996 | 120691 | 2020-05-21 | 2019-08-25 | APAC | Sales | AE | IC1 | 0 | 47 | M | Onsite | 39.5 | 0.74 | 79520.0 | 1.03 | 0.029 | 1.46 | 0 | 3 | 5.81 | 5.89 | 7.66 | 3.7 | 14.4 | 0 | 0 | 0.0 | 6.22 | 3.1 | 17.4 | 0 | 42 | 0 | 0 | 0 | 8.9 | Q1 |
| 24997 | 105699 | 2020-09-18 | 2017-08-28 | APAC | Operations | Ops Analyst | IC1 | 0 | 50 | F | Hybrid | 43.5 | 3.06 | 84228.0 | 1.20 | 0.044 | 3.38 | 0 | 3 | 10.00 | 4.62 | 2.71 | 59.1 | 8.9 | 0 | 0 | 0.0 | 6.32 | 8.1 | 7.1 | 0 | 187 | 0 | 0 | 0 | 36.7 | Q1 |
| 24998 | 110742 | 2022-12-04 | 2012-11-10 | APAC | Engineering | SWE II | Manager | 1 | 38 | M | Hybrid | 8.5 | 10.06 | 155079.0 | 0.89 | 0.020 | 0.49 | 0 | 3 | 6.56 | 10.00 | 7.80 | 18.7 | 15.4 | 0 | 0 | 6397.0 | 6.80 | 7.6 | 19.8 | 0 | 128 | 0 | 0 | 0 | 120.8 | Q5 |
| 24999 | 116921 | 2023-07-25 | 2016-04-24 | APAC | Finance | Finance Manager | Manager | 1 | 35 | M | Remote | 0.0 | 7.25 | 140194.0 | 1.02 | 0.036 | 2.66 | 2 | 4 | 6.89 | 5.34 | 7.84 | 9.2 | 12.0 | 0 | 0 | 42331.0 | 7.96 | 11.4 | 18.1 | 0 | 115 | 0 | 0 | 0 | 87.0 | Q4 |